2021 International Conference on Information Systems and Advanced Technologies (ICISAT)最新文献_第5页

On the use of Deep Learning Approach for Individualized Treatment 深度学习方法在个体化治疗中的应用

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678496

Meriem Belhadj

{"title":"On the use of Deep Learning Approach for Individualized Treatment","authors":"Meriem Belhadj","doi":"10.1109/ICISAT54145.2021.9678496","DOIUrl":"https://doi.org/10.1109/ICISAT54145.2021.9678496","url":null,"abstract":"Since the beginning, progress in medicine has been strongly linked to technological advances, and more recently many discoveries and advances in medicine and pharmacology are dependent on new tools and techniques from computer science. In particular, with the revival of artificial intelligence and the re-emergence of machine learning through deep neural networks, many researchers are proposing to incorporate machine learning techniques into systems for disease prediction, diagnosis, or drug design, as part of the individualized medicine that is emerging as a promising way to treat patients. In this work, we focus on personalized medicine through individualized therapy, based on treatment outcomes. For that purpose, we use a convolutional neural network, as a deep learning algorithm known for its effectiveness in features extraction from a given pattern. In our case, a pattern is a collection of variables that describe the treatment and the classes stand for the outcomes of the treatment. Experiments are carried on a public dataset that describes the wart treatment and its results. Experimental results show the potential of the CNN to predict the correct outcome, and hence its benefits in the context of personalized medicine.","PeriodicalId":112478,"journal":{"name":"2021 International Conference on Information Systems and Advanced Technologies (ICISAT)","volume":"137 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121379507","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

An Efficient Localization Approach in Wireless Sensor Networks Using Chicken Swarm Optimization 基于鸡群优化的无线传感器网络高效定位方法

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678446

Mohamed SANDELI, Mohamed Ali Bouanaka, Ilham Kitouni

{"title":"An Efficient Localization Approach in Wireless Sensor Networks Using Chicken Swarm Optimization","authors":"Mohamed SANDELI, Mohamed Ali Bouanaka, Ilham Kitouni","doi":"10.1109/ICISAT54145.2021.9678446","DOIUrl":"https://doi.org/10.1109/ICISAT54145.2021.9678446","url":null,"abstract":"Wireless sensor networks (WSN) have piqued the interest of many academics in recent years, and this technology has potential applications in a variety of sectors. A WSN is made up of nodes that are placed in a target environment and interact with it to detect data. Node deployment, clustering, data aggregation, energy consumption, and localization are all issues that WSNs confront. Localization is one of the most pressing concerns confronting the WSN. To solve the challenge of localization, many measuring methods and algorithms have been proposed. In order to use executing metaheuristics, several scholars have phrased the localization issue as an optimization problem. In terms of performance and accuracy, nature-inspired metaheuristics are viable alternatives to traditional approaches. One of the swarm-based metaheuristics we’re interested in is Chicken Swarm Optimization (CSO). Because of its simplicity and effectiveness, CSO has shown to be quite effective in resolving localization challenges in WSNs. In this research, we present a method for reducing localization error in WSNs and improving CSO performance and efficiency. The suggested method’s efficacy was evaluated and compared to traditional CSO and Particle Swarm Optimization algorithms. The collected findings suggest that the proposed technique lowers localization error in WSNs in a cost-effective way. They also demonstrate that the suggested technique compares with and even exceeds the alternatives.","PeriodicalId":112478,"journal":{"name":"2021 International Conference on Information Systems and Advanced Technologies (ICISAT)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116276221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 3

Rainbow-RND: a Value-based Algorithm Augmented with Intrinsic Curiosity Rainbow-RND:一种增强了内在好奇心的基于值的算法

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678409

Sarah Nait Bahloul, Younes Mahmoudi

引用次数: 0

Mother Care Precision Nutrition Service Based on Nutrigenetics and Nutrition Blood Test 基于营养遗传学和营养血液检测的妈妈关爱精准营养服务

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678202

Jitao Yang

{"title":"Mother Care Precision Nutrition Service Based on Nutrigenetics and Nutrition Blood Test","authors":"Jitao Yang","doi":"10.1109/ICISAT54145.2021.9678202","DOIUrl":"https://doi.org/10.1109/ICISAT54145.2021.9678202","url":null,"abstract":"The health of women and children is the cornerstone of health of the whole people, and the foundation and premise of sustainable development of mankind. Sufficient nutrition is of great important to the health of pregnant women and infants, and an effective way to prevent birth defects. Pregnancy is a very important period for the formation and development of fetal tissues and organs. Macro-nutrients and micro-nutrients can affect DNA stability by affecting methylation, and they are also the direct regulators of DNA stability and phenotypic adaptability. Nutrients act as substrates, transcription factors and modifying factors of gene expression, and the changes of fetal nutrition may significantly affect offspring’s structure and physiology. Studies show that malnutrition/undernutrition in pregnant women may cause fetal organ dysplasia or retardation, increase the incidence of pregnancy complications, even abortion, stillbirth or fetal malformation, and cause adverse effects on fetal long-term physical development and neurocognitive development. The common nutritional deficiencies in pregnant women include anemia, vitamin A, vitamin D, and iodine deficiency, the rate of vitamin D deficiency in pregnant women was 74.3% in China. In this paper, we first introduce the significance of vitamins during pregnancy, then we describe how to use genetic testing, nutrition blood test, and lifestyles to evaluate the requirement of vitamins during pregnancy, finally we give the personalized nutrition solution for pregnant women.","PeriodicalId":112478,"journal":{"name":"2021 International Conference on Information Systems and Advanced Technologies (ICISAT)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122796352","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Frequency Reconfigurable Triangular Microstrip Antenna for UWB and Milimiter-Waves 5G Applications Using PIN Diodes 频率可重构三角形微带天线，用于使用PIN二极管的超宽带和毫米波5G应用

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678453

Zhor Bendahmane, Souheyla Ferouani, C. Sayah

引用次数: 0

A survey on data quality: principles, taxonomies and comparison of approaches. 数据质量综述:原则、分类和方法比较。

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678209

Mehdi Yalaoui, Saïda Boukhedouma

{"title":"A survey on data quality: principles, taxonomies and comparison of approaches.","authors":"Mehdi Yalaoui, Saïda Boukhedouma","doi":"10.1109/ICISAT54145.2021.9678209","DOIUrl":"https://doi.org/10.1109/ICISAT54145.2021.9678209","url":null,"abstract":"Nowadays, data generation keeps increasing exponentially due to the emergence of the Internet of Things (IoT) and Big data technologies. The manipulation of such Big amount of data becomes more and more difficult because of its size and its variety. For better governance of organizations (decision making, data analysis, earnings increase …), data quality and data governance at present of Big data are two major pillars for the design of any system handling data within the organization. This explains the number of researches conducted as it constitutes a research subject with several gaps and opportunities. Many works were conducted to define and standardize Data Quality (DQ) and its dimensions, others were directed to design and propose data quality assessment and improvement models or frameworks. This work aims to recall the data quality principles starting by the needed background knowledge, then identify and compare the relevant taxonomies existing in the literature, next surveys and compares the available Data quality assessment and improvement approaches. After that, we propose a metamodel highlighting the main concepts of DQ assessment and we describe a generic process for DQ assessment and improvement. Finally, we evoke the main challenges in the field of DQ before and after the emergence of Big Data.","PeriodicalId":112478,"journal":{"name":"2021 International Conference on Information Systems and Advanced Technologies (ICISAT)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131160743","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

A Survey on Balanced Binary Search Trees methods 平衡二叉搜索树方法综述

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678439

Fahd Mustapha Meguellati, D. Zegour

引用次数: 1

An Edge Based Multi-Agent Model for Improving Hospital Bed Management 改进医院床位管理的边缘多智能体模型

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678487

Mahmoud Brahimi

{"title":"An Edge Based Multi-Agent Model for Improving Hospital Bed Management","authors":"Mahmoud Brahimi","doi":"10.1109/ICISAT54145.2021.9678487","DOIUrl":"https://doi.org/10.1109/ICISAT54145.2021.9678487","url":null,"abstract":"Today, and due to the population growth, the healthcare field recognizes many difficulties and challenges in many countries, especially in the underdeveloped ones. The spread of COVID-19 has shown these difficulties such as the lack of equipment and the failing of patient admission process. Therefore, healthcare systems require quick, newer and more sophisticated solutions that match the speed of technology and the citizens’ aspirations. In this context, we propose in this paper a model for improving and helping hospital managers to orchestrate the patient admission process. The proposed model deals with the hospital bed management in order to ensure a quick patient transfer to the nearest and the most appropriate hospital. The proposed model is based on the coupling of multi-agent an edge computing system. Multi-agent systems represent a powerful choice to develop complex, distributed, dynamic and interactive systems, which represent typically our case. In addition, edge computing ensures a real-time collection of data about the bed’s availability in the neighboring hospitals in order to transfer the patient to the adequate one as quickly as possible.","PeriodicalId":112478,"journal":{"name":"2021 International Conference on Information Systems and Advanced Technologies (ICISAT)","volume":"115 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132711466","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Smart Breast Cancer Prediction Using Data Mining Process 基于数据挖掘过程的智能乳腺癌预测

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678429

Samia Noureddine, Z. Baarir, A. Toumi, Abir Betka, Nesrine Kazar, A. Benharkat

引用次数: 0

Construction Methods and Performance Evaluation of Regular LDPC Convolutional Codes 正则LDPC卷积码的构造方法及性能评价

2021 International Conference on Information Systems and Advanced Technologies (ICISAT) Pub Date : 2021-12-27 DOI: 10.1109/ICISAT54145.2021.9678497

Oulfa Laouar, Nadir Derouiche, I. Amamra

引用次数: 0